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GEOLOGICAL SURVEY CIRCULAR 738 Analytical precision of One-Sixth Order Semiquantitative Spectrographic analysis

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  • GEOLOGICAL SURVEY CIRCULAR 738

    Analytical precision of

    One-Sixth Order Semiquantitative

    Spectrographic analysis

  • Analytical precision of

    One-Sixth Order Semiquantitative

    Spectrographic analysisBy J. M. Motooka and D. J. Grimes

    GEOLOGICAL SURVEY CIRCULAR 738

    Superimposed frequency diagrams represent the

    precision for low, medium, and high concentrations

    of the thirty elements routinely determined by the

    Denver-based mobile spectrographic laboratories

    1976

  • United States Department of the InteriorTHOMAS S. KLEPPE, Secretory

    Geological SurveyV. E. McKelvey, Director

    Library of Congress Cataloging in Publication DataMotooka, J. M.Analytical precision of one-sixth order semiquantitative spectrographic analysis.(Geological Survey Circular 738}Bibliography: p.1. Ores Sampling and estimation. 2. Spectrum enalysis.I. Grimes, David J., 1943- joint author. II. Title. III. Series: United States Geological Survey

    Circular 738. QE75.C5 no. 738 [TN555] 557.3'08s [552'.06] 76-608209

    Free on application to the Branch of Distribution, Eastern Region, U.S. Geological Survey, 604 South Pickett Street, Alexandria, VA 22304

  • CONTENTS

    Page Page

    Abstract..................................................................................... 1 Explanation of graphs and tables ContinuedIntroduction.........................................................,....................! Graphs................................................................................3Spectrographic standards.......................................................2 Tables..................................................................................3Experimental design................................................................ 2 Discussion.................................................................................3Explanation of graphs and tables ........................................3 References cited........................................................................4

    ILLUSTRATIONS

    FIGURES 1-30 Frequency diagrams and tabular summaries of elements: Page1. Iron............................................................................................................ 52. Magnesium............................................................................................... 53. Calcium..................................................................................................... 64. Titanium................................................................................................... 65. Manganese............................................................................................... 76. Silver......................................................................................................... 77. Arsenic...................................................................................................... 88. Gold........................................................................................................... 99. Boron......................................................................................................... 10

    10. Barium...................................................................................................... 1111. Beryllium................................................................................................./1212. Bismuth.....................................................................................................;l313. Cadmium..................................................................................................'1314. Cobalt........................................................................................................l415. Chromium................................................................................................. 1516. Copper.......................................................................................................'^17. Lanthanum............................................................................................... 1618. Molybdenum............................................................................................. 1719. Niobium.................................................................................................... 1720. Nickel........................................................................................................ 1821. Lead........................................................................................................... 1922. Antimony.................................................................................................. 1923. Scandium.................................................................................................. 2024. Tin.............................................................................................................. 2125. Strontium.................................................................................................. 2226. Vanadium................................................................................................. 2327. Tungsten................................................................................................... 2328. Yttrium...................................................................................................... 2429. Zinc............................................................................................................ 2430. Zirconium.................................................................................................. 25

    in

  • Analytical Precision of One-Sixth Order Semiquantitative Spectrographic Analysis

    By J. M. Motooka and D. J. Grimes

    ABSTRACT

    Over 2,700 separate analyses were made on 22 different geologic samples selected to cover wide concentration ranges for the 30 elements studied. The precision for low, medium, and high concentrations of each element deter- mined is represented by superimposed frequency diagrams and displays the frequency of reported values occurring within one-sixth order reporting intervals about the mean. Results are drived from mixed analyst and instrument conditions with no controls enforced other than randomiza- tion of samples. The precision of the six-step (one-sixth order) semiquantitative spectrographic analysis utilized by the Denver-based mobile laboratories exceeds that which is necessary for exploration geochemistry. Disallowing results obtained near the detection levels, the repeatability of the method, in general, is shown to be within on adjoining reporting interval on each side of the mean, 83 percent of the time, and within two adjoining reporting intervals on each side of the mean 96 percent of the time.

    INTRODUCTIONSpectrochemical analysis is one of the most

    widely used analytical systems in geochemical exploration. In the six-step semiquantitative spectrographic method commonly used in the U.S. Geological Survey and first described by Myers, Havens, andDunton (1961), and later by Ward, Lakin, Canney, and others (1963), and Grimes and Marranzino (1968), the light emitted at specific wavelengths by excited atoms of an unknown sample is photographed and results are obtained by visually comparing line densi- ties of the unknown sample to the densities of known standard concentrations. The principal advantages, not found simultaneously in other types of analysis, are: a rapid multi-element analysis, adequate detection levels, relatively inexpensive cost per determination, and utiliza- tion of small sample sizes (10 milligrams or less). The mobile laboratories (Canney and others, 1957) also provide geologic field crews a

    means of "on-site" analytical support which results in a more efficient planning of sampling programs by day-to-day evaluation of analyti- cal data.

    The basis of this report is a graphic illustra- tion of the precision of each element at three concentration levels (low, medium, and high) evaluated according to occurrence within one- sixth order intervals about the respective mean values. The results of this investigation indicate a level of precision in excess of that required for geological exploration needs. In general, the repeatability within one (one-sixth order) report- ing interval of the mean is approximately 83 percent and approximately 96 percent within two (one-sixth order) reporting intervals of the mean.

    The primary reason for initiating this study was to provide information on the precision of the six-step semiquantitative spectrographic method, thereby determining the degree of confidence that can be placed on the reported values of the 30 elements chosen for analysis. In order to provide the necessary information to set a confidence level, the authors felt it important to design the study to investigate the sources of variation that affect precision. The study was also designed to simulate the variations of normal routine conditions.

    The data were collected over a 3-year period and were generated by 7 analysts using 6 spectrographic instruments located in both field oriented laboratories and "in-house" laborato- ries. Because of the design of the study, it should be noted that the precision results shown here are representative of the spectrographic labora- tory as a whole. Any one individual, under controlled conditions, would be expected to produce better results.

  • This report summarizes the efforts of numer- ous U.S. Geological Survey personnel. Special mention is given of the contributions made by A. T. Miesch for his initial consultation in setting up the study; by R. J. Smith and L. O. Wilch for handling the computer aspects; and by K. J. Curry, G. W. Day, J. A. Domenico, C. L. Forn, R. T. Hopkins, Jr., and D. F. Siems for performing the analytical work.

    SPECTROGRAPHIC STANDARDS

    In the six-step method used by the Denver- based mobile laboratories, synthetic standards are prepared from spectrographically pure compounds (usually oxides and some carbo- nates) and are diluted in one-third-order inter- vals, thereby providing three steps per order of magnitude. In order to obtain six steps per order of magnitude, the intermediate steps are visual- ly interpolated.

    Appropriate quantities of the sought-after elements are added and thoroughly mixed with an average rock matrix consisting of major elements (31 percent Si, 5 percent Al, 7 percent Fe, 2 percent Ca, 0.6 percent Mg, 1.6 percent Na, 1.1 percent K). Standards containing successively lower amounts of the elements are made by use of a dilution factor equal to the reciprocal of the cube root 10 (0.464). Analytical results are reported as six steps per order of magnitude (10, 7, 5, 3, 2, 1.5, or powers of 10 of these numbers) which are approximate geometric midpoints of concentration ranges whose boundaries are as follows:

    Reported value Interval

    10 ............................ 8.3- 12

    7 ............................ 5.6-S.35 ............................ 3.8-5.63 .................... M ...... 2.6-3.82 ............................ 1.8-2.61.5 ........................... 1.2-1.8

    Details on the technique of preparing spectro- graphic standards are further described by Grimes and Marranzino (1968).

    EXPERIMENTAL DESIGNThe study was designed to simulate normal

    routine conditions for analyses of the test samples. The routine procedure for the Denver-

    based mobile spectrographic laboratories is to analyze all silicate samples by the same analytical method and to employ the same set of spectrographic standards for obtaining re- sults that is, no distinction for modification of procedure is used for different types of rocks, soils, or stream sediments. Thirty elements, each of whose concentrations may range widely, are routinely determined in the six-step spectrographic method. As detection levels are approached, precision of the analysis is greatly diminished. To provide the various concentra- tion levels of all elements reported, 15 geologic samples were originally selected, and 7 "geo- chemical exploration reference samples" were added later to fill some of the missing concentra- tion levels (Allcott and Lakin, 1974). The samples were selected according to the concen- tration of a certain element or elements without regard to geologic material types. Therefore, several types of sample media were included, such as stream sediments, soils, drill cores, and various rock types. The detectable gold in two samples is in the micrometre to sub- MHI particle size. They were specifically selected because of their homogeneity and should not be considered as characteristic of all gold-bearing geologic materials. Gold samples of larger particle size would not be expected to produce such precise results when using 10-milligram sample sizes.

    The original 15 samples were not given any special preparation prior to analysis, whereas the "geological reference samples" were pre- pared under well-defined conditions, specifical- ly to insure homogeneity (Allcott and Lakin, 1975).

    The 22 study samples were split into 600 sub- samples. Random numbers were assigned and the 600 subsamples were divided into groups of 40 samples each for distribution and rotation among the analysts. A coded number was assigned to each split, to distinguish sample, spectrographer, spectrographic instrument, "in- house" or field laboratory, and the year in which the work was performed. The purpose of this report is not to provide individual breakdowns but to determine the precision of the entire laboratory under the combined influence of precision-affecting variables.

    The study samples were analyzed along with routine samples at the rate of approximately 1 split to every 20 routine samples. At periodic intervals the groups of 40 splits were rotated

  • among the spectrographers so that all the original 22 test samples were analyzed numer- ous times (approximately 20) by all 7 spectro- graphers utilizing different spectrographic instruments both "in-house" and in field labora- tories. Over a 3-year period, each study sample was analyzed a minimum of 83 times, and some as many as 154 times, resulting in over 2,700 separate analyses. The data were stored in a computer-storage system for easy retrieval.

    EXPLANATION OF GRAPHS AND TABLES

    GRAPHS

    The line graphs (figs. 1-30) are frequency diagrams of histograms obtained from a compu- ter program designed to generate graphical displays. Each figure is representative of a single element, and most contain three superim- posed graphs representative of the precision of the element at a low, medium, and high concentration level. Where two or more of the same concentration levels were present, among the 22 test samples, selection was made on an arbitrary basis. The concentration level of each graph is indicated. Elements having only two line graphs are Au, Cd, Nb, Sc, and W, where only two distinct concentration levels could be found in the 22 test samples. Note that each line graph is representative of a concentration level of an element in only 1 of 22 test samples and is identified by sample number in the tables so that comparisons of different elements within a sample can be made.

    The frequency diagrams for the same element are superimposed to display the variable skewness at different concentration ranges. Since each line graph is a different concentra- tion range, in order to superimpose them the mean value is set at zero (abscissa axes). Variations in the analysis from the mean (reported as geometric midpoints of the spec- trographic reporting intervals) are then designated +1, -1, +2, -2, and so forth, with respect to the mean value at zero, and plotted according to frequency. The interval frequen- cies are rounded to whole numbers, and the sums of the plot-points on the diagrams are within 1 percent of 100.

    In the six-step semiquantitative spec- trographic method, if a spectrographic line is

    detected but is less than the lowest discernible standard line, the value is designated as L (less than amount shown); if no line is detected, the value is designated as N (not detected); and if the line is greater than the highest standard, the value is designated as G (greater than). These values (L, N, and G) are termed "qualified values." Inasmuch as only unqualified values can be used for calculations, in this report, all L's were assigned the next lowest reporting value, and all remaining qualified values (N and G) were dropped from the calculation of the mean values. Where N's and G's occur, the histograms end abruptly with the symbol S in their respective spectrographic interval.

    TABLES

    The tables are capsule summaries of the frequency diagrams. Each test sample is identi- fied by a number, and the mean value (set to zero on the diagram) of the chosen concentration ranges is shown. The columns of percent frequency include (1) the values of the mean interval plus one adjacent interval on each side, and (2) the mean plus two adjacent intervals on each side. Qualified values of G within two intervals of the mean are included in the frequency calculations,whereas qualified values of N within two intervals of the mean are not. A final column denotes the total number of analyses of a particular sample.

    DISCUSSIONThe frequencies of analytical values (not

    including those at the lower limit of detection) within the reporting interval containing the mean value plus or minus one and two adjoining intervals have respective norm values of ap- proximately 83 percent and 96 percent. These values are consistent for a variety of geologic materials and show no appreciable difference between elements or their concentration ranges regardless of the variation apparent in some of the histograms. Some of the more extreme outlying values and some of the consequent variation may be due to misplaced decimals, inadvertent zeros, or errors made in transcrib- ing the more than 81,000 determinations includ- ed in the study.

    When the concentration levels of the elements are at or near the detection limit of the method, the precision tends to be lower. Much of this can

  • be attributed to N (not detected) values being reported for the low concentration levels. For concentration levels at or near the detection level, such elements as As, La, Nb, Sn, Sr, Zn, and Zr were not detected by the analyst more than 25 percent of the time. Factors causing this could be (1) differences in instrumentation, (2) inconsistencies in the analytical procedure, (3) inexperienced spectrographers, or, possibly more important, (4) detection levels set too low for these elements. Four elements Mn, Ag, As, and Cu show a distinct bimodal distribution in the frequency diagrams at the low- concentration levels. These bimodal distribu- tion patterns are indicative of an analyst's inability to visually distinguish between con- centration steps in the spectrographic stan- dards at the lower levels.

    The precision of the six-step semiquantitative spectrographic method is equal to and even exceeds in certain instances the precision of other studies (Myers and others, 1961; Barnett, 1961) developed under more stringent laborato- ry conditions. The authors feel the precision of the method is more than adequate for the intended purpose of the procedure. Until newer or more sensitive multielement methods are developed, the six-step semiquantitative spec- .trographic method holds a unique position as

    one of the most useful and effective data- gathering reconnaissance tools in geochemical exploration.

    REFERENCES CITED

    Allcott, G. H., and Lakin, H. W., 1974, Statistical summary of geochemical data furnished by 85 laboratories for six geochemical exploration reference samples: U.S. Geol. Survey Open-File Kept, 103 p.

    1975, The homogeneity of six geochemical explora- tion reference samples, pt. 1, in Geochemical Explora- tion 1974: Fifth Internal Geochem. Explor. Symposi- um, p. 659.

    Barnett, P.R., 1961, An evaluation of whole-order, Va-order, and 1/3-order reporting in semiquantitative spec- trochemical analysis: U.S. Geol. Survey Bull. 1084-H, p. 183-206.

    Canney, F. C., Myers, A. T., and Ward, F. N., 1957, A truck- mounted spectrographic laboratory for use in geochemi- cal exploration: Econ. Geology, v. 52, no. 3, p. 289-306.

    Grimes, D. J., and Marranzino, A. P., 1968, Direct-current arc and alternating-current spark emission spectrogra- phic field methods for the semiquantitative analysis of geologic materials: U.S. Geol. Survey Circ. 591, 6 p.

    Myers, A. T., Havens, R. G., and Dunton, P. J., 1961, A spectrochemical method for the semiquantitative anal- ysis of rocks, minerals, and ores: U.S. Geol. Survey Bull. 1084-1, p. 207-229.

    Ward, F. N., Lakin, H. W., Canney, F. C., and others, 1963, Analytical methods used in geochemical exploration by the U.S. Geological Survey: U.S. Geol. Survey Bull. 1152, p. 92-94.

  • -4 -3-2-1 0 1 234 5

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (percent) One interval Two Intervals analyses

    6 0.5

    11 3

    4 10

    98 147

    96 136

    98 152

    FIGURE 1. Frequency diagram and tabular summary for iron in selected experimental samples; Fedetection level (0.05) in percent.

    -2-1 0 1 234

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (percent) One interval Two Intervals analyses

    0.5

    1

    5

    98 126

    99 102

    97 136

    FIGURE 2. Frequency diagram and tabular summary for magnesium in selected experimental samples; Mg detection level (0.02) in percent.

  • 40 rr i 1 i i i i | i i i i i i i i i I . T 0.07

    30

    20

    10

    -3 -2-1 0 1 23

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (percent) One interval Two intervals analyses

    0.07 95 88

    93 152

    FIGURE 3. Frequency diagram and tabular summary for calcium in selected experimental samples;Ca detection level (0.05) in percent.

    -4 -3 -2-1 0 1 23

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (percent) One interval Two intervals analyses

    .05

    17

    129

    102

    FIGURE 4. Frequency diagram and tabular summary for titanium in selected experimental samples;Ti detection level (0.002) in percent.

  • 40

    30

    20

    10

    ^2 3

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One Interval Two Intervals analyses

    6

    14

    2

    15

    1,500

    3,000

    70

    86

    90

    86

    100

    98

    149

    113

    152

    FIGURE 5. Frequency diagram and tabular summary for manganese in selected experimental samples; Mn detection level (10) in ppm. Box indicates qualified value N or G.

    -3 -2 -1 O 1 23

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    20

    11

    13

    0.7

    10

    200

    91

    85

    84

    95

    97

    95

    88

    136

    134

    FIGURE 6. Frequency diagram and tabular summary for silver in selected experimental samples; Ag detection level (0.5) in ppm. Box indicates qualified value N or G.

  • 40n-r

    -4 -3 -2-1 0 1 23

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One Interval Two Intervals analyses

    300

    500

    2,000

    149

    141

    FIGURE 7. Frequency diagram and tabular summary for arsenic in selected experimental samples; As detection level (200) in ppm. Box indicates qualified value N or G.

  • -2-1 0 1 2

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One Interval Two Intervals analyses

    137

    149

    FIGURE 8. Frequency diagram and tabular summary for gold in selected experimental samples; Au detection level (10) in ppm. Box indicates qualified value N or G.

  • -4 -3 -2-1 0 1 23

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One Interval Two Intervals analyses

    10

    50

    300

    82

    75

    88

    99

    136

    140

    FIGURE 9. Frequency diagram and tabular summary for boron in selected experimental samples; B detection level (10) in ppm. Box indicates qualified value N or G.

    10

  • -4 -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total Number Concentration (ppm) One interval Two Intervals analyses

    20

    500

    1,500

    113

    137

    FIGURE 10. Frequency diagram and tabular summary for barium in selected experimental samples; Ba detection level (20) in ppm. Box indicates qualified value N or G.

    11

  • -4 -3 -2-1 0 1 23

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One Interval Two Intervals analyses

    96

    100

    96

    141

    97 151

    FIGURE 11. Frequency diagram and tabular summary for beryllium in selected experimental samples; Be detection level (1) in ppm. Box indicates qualified value N or G.

    12

  • I III I I I I I I I I l.»-l-

  • -4 -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    16

    18

    14

    ,7

    30

    150

    91

    83

    78

    97

    98

    91

    96

    103

    113

    FIGURE 14. Frequency diagram and tabular summary for cobalt in selected experimental samples; Co detection level (5) in ppm. Box indicates qualified value N or G.

    14

  • I ' I I I I I I I I I I I I I I I I I I I I I I I I I I I I I I I I II I I I I I I I I I I II I I I I I I I I I I I I I I I I I I I I I I I I I

    1 2 3

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two Intervals analyses

    10

    300

    3,000

    83

    136

    113

    FIGURE 15. Frequency diagram and tabular summary for chromium in selected experimental samples; Cr detection level (10) in ppm. Box indicates qualified value N or G.

    15

  • -4 -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two Intervals analyses

    7

    50

    5,000

    103

    152

    134

    FIGURE 16. Frequency diagram and tabular summary for copper in selected experimental samples; Cu detection level (5) in ppm. Box indicates qualified value N or G.

    -4 -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One Interval Two Intervals analyses

    6

    9

    11

    20

    50

    100

    52

    89

    92

    52

    98

    98

    88

    152

    136

    FIGURE 17. Frequency diagram and tabular summary for lanthanum in selected experimental samples; La detection level (20) in ppm. Box indicates qualified value N or G.

    16

  • 60

    50

    40

    30

    20

    10

    ,. .^ti^frr:.......ir.TT».... i......... i......... i......... i....... TTrrri-4

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One Interval Two intervals analyses

    7

    20

    300

    152

    136

    97

    FIGURE 18. Frequency diagram and tabular summary for molybdenum in selected experimental samples; Mo detection level (5) in ppm. Box indicates qualified value N or G.

    I ' I I l I I I I I | I I I l I I I I l | I I l I I l I I i | I I I I I I I I I | I I I I I I I I I [ I l I I M l i I |

    -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample rercen Number Concentration (ppm) One interval

    Percent frequency TotalTwo intervals analyses

    50 75 153

    FiGURE 19. Frequency diagram and tabular summary for niobium in selected experimental samples; Nb detection level (10) in ppm. Box indicates qualified value N or G.

    17

  • 60

    50

    40

    Et 30

    20

    10

    -4 -3 -2-1 0 1 23

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    5

    30

    1,000

    136

    151

    112

    FIGURE 20. Frequency diagram and tabular summary for nickel in selected experimental samples; Ni detection level (5) in ppm. Box indicates qualified value N or G.

    18

  • -4 -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (opm) One interval Two intervals analyses

    20

    500

    1,500

    153

    129

    137

    FIGURE 21. Frequency diagram and tabular summary for lead in selected experimental samples; Pbdetection level (10) in ppm.

    -4-3-2-1 0 1 234 5

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    5 100

    9 300

    13 3,000

    86 141

    96 152

    98 134

    FIGURE 22. Frequency diagram and tabular summary for antimony in selected experimental samples; Sb detection level (100) in ppm. Box indicates qualified value N or G.

    19

  • -4 -3 -2-10123

    ONE SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    139

    135

    FIGURE 23. Frequency diagram and tabular summary for scandium in selected experimentalsamples; Sc detection level (5) in ppm.

    20

  • -4 -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    10

    15

    200 94

    126

    133

    140

    FIGURE 24. Frequency diagram and tabular summary for tin in selected experimental samples; Sn detection level (10) in ppm. Box indicates qualified value N or G.

    21

  • -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    7

    1

    11

    100

    200

    500

    75

    93

    96

    76

    99

    98

    126

    139

    136

    FIGURE 25. Frequency diagram and tabular summary for strontium in selected experimental samples; Sr detection level (100) in ppm. Box indicates qualified value N or G.

    22

  • -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    20

    500

    7,000

    97

    96

    100

    136

    134

    136

    FIGURE 26. Frequency diagram and tabular summary for vanadium in selected experimental samples; V detection level (10) in ppm. Box indicates qualified value N or G.

    -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    50

    95

    128

    151

    FIGURE 27. Frequency diagram and tabular summary for tungsten in selected experimental samples; W detection level (50) in ppm. Box indicates qualified value N or G.

    23

  • -4 -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    99

    50 140

    136

    FIGURE 28. Frequency diagram and tabular summary for yttrium in selected experimental samples; Ydetection level (10) in ppm.

    50rr

    -3 -2-10123

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    200

    500

    3,000

    83

    141

    137

    FIGURE 29. Frequency diagram and tabular summary for zinc in selected experimental samples; Zn detection level (200) in ppm. Box indicates qualified value N or G.

    24

  • -4 -3 -2-1 0 1 23

    ONE-SIXTH ORDER SPECTROGRAPHIC INTERVALS WITH MEAN SET AT ZERO

    Sample Percent frequency Total number Concentration (ppm) One interval Two intervals analyses

    4

    10

    2

    10

    50

    500

    46

    90

    54

    48

    97

    90

    15Z

    128

    153

    FIGURE 30. Frequency diagram and tabular summary for zirconium in selected experimental samples; Zr detection level (10) in ppm. Box indicates qualified value N or G.

    25 k U.S. GOVERNMENT PRINTING OFFICE 1976 777-034